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Automation Risk Analysis

Will “Dairy Grazier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Dairy Grazier” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Dairy Grazier” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmers, Ranchers, and Other Agricultural Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.

Avg. Annual Salary $97,240
Avg. Hourly Wage $46.75
Available Jobs (US) 5,910
Job Title & Hierarchy Code (SOC) Farmers, Ranchers, and Other Agricultural Managers #11-9013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmers, Ranchers, and Other Agricultural Managers”

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Core Skills & Abilities

  • Evaluate marketing or sales alternatives for products.

  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.

  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.

  • Coordinate the selection and maintenance of brood stock.

  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.

  • Monitor environments to ensure maintenance of optimum animal or plant life.

  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.

  • Hire, supervise, and train support workers.

  • Maintain financial, operational, production, or employment records for farms or ranches.

  • Collect and record growth, production, and environmental data.

  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.

  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.

  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.

  • Analyze market conditions to determine acreage allocations.

  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.

  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.

  • Prepare reports required by state and federal laws.

  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.

  • Conduct or supervise stock examinations to identify diseases or parasites.

  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.

  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.

  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.

  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.

  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.

  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.

Technologies & Software

  • Geographic resources analysis support system GRASS
  • Microsoft Word
  • Fireflies.ai
  • DeepSeek
  • SST Development Group Stratus
  • Staff scheduling software
  • Sunrise Software CropSave
  • ESRI ArcPad
  • Microsoft Copilot
  • Napkin AI
  • Alua Software Paddock Pro
  • Llama (Meta)
  • Agevo Farm Manager
  • Cattlesoft CattleMax
  • Atlassian Confluence
  • ChatGPT (OpenAI)
  • CattleWorks
  • Otter.ai
  • Geographic information system GIS systems
  • Resource planning software
  • Advanced Veterinary Services Ranch Vision
  • Facebook
  • Midwest MicroSystems Cow Sense
  • Lion Edge Technologies Ranch Manager
  • Farm Business Software Systems Smart Feeder
  • Microsoft Visio
  • MapInfo
  • Ag Connections Land.db
  • Nova (Amazon)
  • Datatech The Farmer's Office
  • Global positioning system GPS software
  • TatukGIS Editor
  • Adobe Photoshop
  • Ag Leader Technology SMS Advanced
  • Brihzon Solutions SMART Dairy Resource Planning
  • Claude (Anthropic)
  • Vertical Solutions Easy-Farm Accounting
  • Statistical analysis software
  • Accutech Systems Corporation AccuFarm-MGR
  • Microsoft Office software
  • AGCO Advanced Technology Solutions Fieldstar
  • Grok (xAI)
  • Word processing software
  • Sanders Software Consulting FarmBooks
  • International Response Technologies CowChip - Ranch House
  • KELTEC Systems HerdMaster
  • Innovative Software Solutions Picas
  • CDA International Manifold System
  • PigCHAMP Care 3000
  • Specialized Data Systems Ultra Farm
  • Mistral (Mistral AI)
  • Microsoft Excel
  • Hatchery database systems
  • Motion (AI Scheduler)
  • i.Agri LandMark Farm
  • Trimble Farm Works
  • Microsoft Access
  • Global Mapper Software Global Mapper
  • Time reporting software
  • Red Wing Software CenterPoint Accounting for Agriculture
  • Fish stocking databases
  • Countryside Data Ag Payroll
  • SST Development Group SSToolbox
  • Web browser software
  • Gemini (Google)
  • Payroll software
  • AgData Blue Skies Accounting
  • Gemini for Workspace
  • John Deere Apex Farm Management
  • Oracle NetSuite
  • Custom Software Group CSG AgroSys
  • AquaSoft Farm Manager
  • Trimble AgGPS EZ-Map
  • Delta Data Systems AGIS
  • Argos Software ABECAS Insight
  • Stenco Technologies Farm Trends
  • Qwen (Alibaba)
  • MapShots EASi Suite
  • Kimi (Moonshot AI)
  • Microsoft PowerPoint
  • Farm Files Crops
  • DIVA-GIS
  • Notion AI
  • Email software
  • SAP software
  • ZedX AgFleet
  • Microsoft Outlook
  • EZ-Ranch
  • AgriSoft/CMC AgriSoft/ERP
  • AgTerra Technologies AgTrac
  • TapLogic FarmLogic
  • Perplexity AI
  • ProducePak Mobile Farm Management
  • Pear Technology Fieldman Farmer
  • Farm Files Livestock
  • Ultraviolet light UV water disinfection systems
  • Portable dataloggers
  • Mist control systems
  • pH probes
  • Phillips screwdrivers
  • Fish graders
  • Power nail guns
  • Fish collection nets
  • Utility knives
  • Hay balers
  • Fumigation equipment
  • Extension ladders
  • Fish counters
  • Stereo light microscopes
  • Field watering systems
  • Pneumatic cutters
  • Cage nets
  • Seine reels
  • Fry nets
  • Bench scales
  • Mulch spreaders
  • Farm tractors
  • Artificial insemination kits
  • Adjustable widemouth pliers
  • Poultry incubators
  • Water test kits
  • Power monitors
  • Round metal files
  • Adjustable hand wrenches
  • Backhoe attachments
  • Animal feeders
  • Dump trucks
  • Water filters
  • Fish transfer pumps
  • Animal transportation trailers
  • pH indicators
  • Soil electrical conductivity measurement devices
  • Electric timing devices
  • Tongue and groove pliers
  • Chemical sprayers
  • Fertilizer injectors
  • Humidity meters
  • Power nail pullers
  • Utility forklifts
  • Ozone generators
  • Impact sprinklers
  • Mechanized tilling equipment
  • Tubing cutters
  • Egg gathering equipment
  • Branding equipment
  • Tablet computers
  • Mowing equipment
  • Trenchers
  • Belt conveyor systems
  • Lawn edgers
  • Pipe wrenches
  • Bar code readers
  • Humidifiers
  • Milking equipment
  • Propane torches
  • Handsaws
  • Dip nets
  • Composting equipment
  • Powered trailers
  • Materials conveyors
  • Fish feeders
  • Garden hoes
  • Multipurpose pliers
  • Handheld computers
  • Fish holding pens
  • Circular saws
  • Straight screwdrivers
  • Chain saws
  • Global positioning system GPS receivers
  • Security alarm systems
  • Soil pasteurizers
  • Soil thermometers
  • Fish traps
  • Soil mixers
  • Pneumatic pruners
  • Gardening shovels
  • Livestock castration equipment
  • Four wheel drive 4WD trucks
  • Transplanting equipment
  • Extended pole pruners
  • Air compression equipment
  • Clockwork belt feeders
  • Grease guns
  • Grain dryers
  • Hacksaws
  • Safety gloves
  • Fertigation equipment
  • Handheld dissolved oxygen meters
  • Microsprinklers
  • Desktop computers
  • Hydroponic equipment
  • Overhead sprinklers
  • Grain scales
  • Cordless power drills
  • Manure spreaders
  • Carbon dioxide systems
  • Pop-up sprinklers
  • Fish incubators
  • Tanker trucks
  • Dew point meters
  • Steam sterilizers
  • Animal vaccination syringes
  • Radiant heaters
  • Lawn mowers
  • Aeration pumps
  • Spray attachments
  • Woodworking chisels
  • Aerosol foggers
  • Chipping equipment
  • Oil dispensing cans
  • Sport utility vehicles SUVs
  • Water level monitors
  • Gas-powered generators
  • Power mowers
  • Centrifugal water pumps
  • Forklifts
  • Multipurpose tractors
  • Turbine water pumps
  • Temperature monitors
  • Grain drills
  • Screen filters
  • Field cultivators
  • Drip emitters
  • Skid steer machines
  • Portable power saws
  • Digital flowmeters
  • Fish egg counters
  • Laptop computers
  • Aquaculture tanks
  • Pruning tools
  • Backhoes
  • Weedeaters
  • Personal computers
  • Portable welding equipment
  • Brush mowers
  • Claw hammers
  • Grain combines
  • Trickle irrigators
  • Snowplow attachments
  • Line cutters
  • Hay trucks
  • Biological filters
  • Layout squares
  • Snow blowers
  • Portable air compressors
  • Farm trucks
  • Fish crowders
  • Drainage pumps
  • Power augers
  • Fish egg sorters
  • Animal blood collection syringes
  • Hay mowing machines
  • Light evaluation meters
  • Corn pickers

Alternative Job Titles